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2407.07242

Tensor network approximation of Koopman operators

Dimitrios Giannakis, Mohammad Javad Latifi Jebelli, Michael Montgomery, Philipp Pfeffer, Jörg Schumacher, Joanna Slawinska

correcthigh confidence
Category
Not specified
Journal tier
Strong Field
Processed
Sep 28, 2025, 12:56 AM

Audit review

The paper’s Proposition 9 rigorously proves that, under assumptions (K1)–(K7) and (V1)–(V6), the Fock-space approximation f^{(t)}_{τ,n} defined via Af,τ,n = Δ_{n-1}Mf,τΔ^*_{n-1} and evolved by the lifted dynamics converges to the classical expectation Ep(U^t f) as τ→0+, with a short proof based on multiplicativity of K^*_τ and strong convergence K^*_τU^{t*}_τ→U^tι on H1 (Lemma 6) . By contrast, the candidate solution incorrectly collapses the Fock-space expectation to a one-particle expectation on H_τ that is independent of n for all t, contradicting the paper’s own derivation, which shows n-dependence for t≠0 and notes independence only at t=0 . The candidate also uses an unsubstantiated factorization K_τ = T_τK_{τ/2} and U^t_τ = T_τe^{tV_τ}T_τ^*, which are not part of the paper’s framework; the paper instead uses the identity K_{τ/2}e^{tV_τ}K_{τ/2} = K^*_τe^{tW_τ}K_τ and the strong dynamical limit to U^t on H . Therefore, while the conclusion matches the paper, the model’s reasoning hinges on false equalities and missing hypotheses.

Referee report (LaTeX)

\textbf{Recommendation:} minor revisions

\textbf{Journal Tier:} strong field

\textbf{Justification:}

The paper’s convergence statement for the Fock-space approximation is correct and cleanly proven. The presentation is strong, with small opportunities to reduce reader effort by recapping key lemmas near their use and clarifying where n-independence holds. The overall framework is well-motivated and carefully tied to operator-theoretic and quantum formalisms.